学習の改善

Achieving Verified Robustness to Symbol Substitutions via Interval Bound Propagation

Authors: Po-Sen Huang, Robert Stanforth, Johannes Welbl, Chris Dyer, Dani Yogatama, Sven Gowal, Krishnamurthy Dvijotham, Pushmeet Kohli | Published: 2019-09-03 | Updated: 2019-12-20
学習の改善
敵対的サンプル
敵対的サンプルの脆弱性

Metric Learning for Adversarial Robustness

Authors: Chengzhi Mao, Ziyuan Zhong, Junfeng Yang, Carl Vondrick, Baishakhi Ray | Published: 2019-09-03 | Updated: 2019-10-28
ポイズニング
学習の改善
敵対的サンプルの脆弱性

Training Set Camouflage

Authors: Ayon Sen, Scott Alfeld, Xuezhou Zhang, Ara Vartanian, Yuzhe Ma, Xiaojin Zhu | Published: 2018-12-13
データ収集
テキスト分類の応用
学習の改善

Learning-Aided Physical Layer Authentication as an Intelligent Process

Authors: He Fang, Xianbin Wang, Lajos Hanzo | Published: 2018-08-07
トレーニング手法
学習の改善
機械学習手法

Active Learning for Wireless IoT Intrusion Detection

Authors: Kai Yang, Jie Ren, Yanqiao Zhu, Weiyi Zhang | Published: 2018-08-04
クエリ生成手法
侵入検知システム
学習の改善

Biologically inspired protection of deep networks from adversarial attacks

Authors: Aran Nayebi, Surya Ganguli | Published: 2017-03-27
モデルの設計や精度
モデルの頑健性保証
学習の改善

Understanding Black-box Predictions via Influence Functions

Authors: Pang Wei Koh, Percy Liang | Published: 2017-03-14 | Updated: 2020-12-29
ポイズニング
学習の改善
説明可能性評価